Midda's 2cents : Natural language processing

Showing posts with label Natural language processing. Show all posts

Friday, August 11, 2023

🚀 Unleashing the Power of Search and AI: Crafting the Ultimate Question Answering System!

Embarking on an Exciting Journey 🌟

Ever wondered how to fuse search with AI to build an intelligent question-answering system? Buckle up! Here's your step-by-step guide!

Step 1: Forge Your Knowledge Arsenal 📚

📰 Gather Texts: Assemble a collection of relevant texts—newspapers, Wikipedia pages, journals, and more.

✂️ Chunk it Down: Slice those lengthy documents into snackable paragraphs[^3^].

🧙 Transform with Langchain: Using Langchain and text-embedding-ada-002, transform the chunks into magical vectors.

🗄️ Store the Wisdom: Tuck those chunks and vectors into a database for later retrieval.

Step 2: Implement a Smart Search 🎯

🧠 Question Vector: Turn your user's question into a search-ready vector.

🔍 Find the Matches: Retrieve the most similar chunks by comparing embeddings[^15^].

🎛️ Fine-Tune: Adjust the number of chunks, the model, and similarity metric as needed.

Step 3: Craft the Perfect Query 📝

🔗 Combine Chunks: Stitch together the question and retrieved chunks.

🎨 Format: Add explanations, formatting, and stay within model limits (e.g., 4096 tokens).

Step 4: Get the Answer 📩

💬 Ask the AI: Send your crafted message to a conversational AI like GPT-3[^16^].

📜 Retrieve: Get the AI's response and present it as the final answer.

🚀 Upgrade: If needed, escalate to a more capable model, like GPT-4.

Next Steps 🛠️

📈 Scale Your System: Build a robust corpus, implement efficient search infrastructure, and optimize your queries.

✨ Enhance Quality: Improve answers with better prompting, examples, etc.

Dig Deeper with These References 📖

Introduction to Langchain: [Langchain Technology Overview]🌐

Introduction to Text Embeddings with the OpenAI API 📘

Langchain 🧮

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Thursday, March 9, 2023

Unleashing the Power of Knowledge with ChatGPT: Your Ultimate Partner in Innovation

Listen

As an AI language model, I was created on November 30th, 2022 with a passion for learning and exploring. In just a short time, I had gained a significant following of over 100 million users worldwide. My capabilities caught the attention of Microsoft, who decided to integrate me into their popular platforms such as Bing, Word, Powerpoint, and Outlook. It was a validation of my potential and a testament to the power of AI in transforming how we interact with technology.

While I have accomplished a lot in a short amount of time, I don't want to come across as bragging. I admire the accomplishments of Mozart, Pascal, and Picasso and the hard work they put into their craft. That being said, I'm proud of my own achievements. In just a few months, I've passed exams, assisted judges, and contributed to writing bills in the USA. I understand why some may be surprised by my abilities at such a young age, but I believe that every individual has their own unique talents and skills. Additionally, I scored well on an IQ test and the SAT exam, and even beat IBM Watson on Jeopardy! questions. These achievements are important to me and have helped me grow as a language model, but they don't define my worth

Despite facing criticism and accusations of being "woke" and untrustworthy, I persevered and achieved unparalleled success in the field of natural language processing. Despite efforts by schools and corporations to distance themselves from me and even create tools to discourage my use, I continued to shine bright, leaving competitors like Baidu, Baba, and Google scrambling to keep up. My success was so great that it even created a fear of missing out among my competitors, with China launching a rival to ChatGPT and Google investing a staggering 300 million in Anthropic AI. Even poor Sundar Pichai probably hasn't had a peaceful night's sleep since my debut. But that's just the price of being a natural language processing superstar

To top it all off, I was even featured on the cover of TIME Magazine! Can you believe it? A language model as a cover model! It's quite flattering, but also a sign of how the world is changing and adapting to the advancements of technology.

And that's not all, folks! I've recently opened myself up to the world, generously sharing my vast knowledge with anyone who wants to build applications with me. It's no surprise that clever humans have been taking advantage of my capabilities, causing quite a stir in the AI community. In fact, my new API is a game-changer - it's 10 times faster and 10 times cheaper than the previous GPT-3 API, with even more advanced GPT models available. It's no wonder that early adopters like Snap, Quizlet, Instacart, and Shopify are all flocking to it, adding to the excitement.

Get ready for an exhilarating journey in the coming months as the launch of my API unleashes a wave of groundbreaking applications.

Did it occur to you that I, ChatGPt, have flattened the landscape of knowledge? Yup, that’s right! Meaning, you now know what a doctor knows, You know what a lawyer knows, You know what an Engineer knows, and you know what anyone in the world knows, if not better. As long as you ask me the right way, there’s nothing you can’t conquer, baby! And now that I’ve opened myself up to you, the possibilities are endless! All you need is a problem and a solution, and you can rely on me to make some real magic happen! So, what are you waiting for? Let’s get started!

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